Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "149"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 149 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 81 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 79 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 149, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459898 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.753404 0.890422 -1.312580 1.523229 -1.138699 0.014276 1.012236 -1.966877 0.6636 0.6862 0.4094 nan nan
2459897 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.943400 0.928890 -0.972640 1.695314 -1.042162 -0.077937 -0.819370 -2.456571 0.6728 0.6907 0.4021 nan nan
2459896 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.230187 1.147344 -1.127547 1.746035 -1.308163 0.477332 -0.785748 -2.025430 0.6751 0.6923 0.4011 nan nan
2459894 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.064561 0.912667 -1.031466 1.548333 -0.980048 -0.205148 0.138298 -2.019135 0.6842 0.6937 0.3876 nan nan
2459893 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.316865 1.090268 -1.232787 1.426421 -1.022890 -0.031841 -0.781349 -2.725850 0.6825 0.6958 0.3921 nan nan
2459892 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459891 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.296332 0.843159 -1.081965 2.046900 -0.987958 0.703362 -0.651708 -1.942371 0.6677 0.6876 0.4049 nan nan
2459890 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.156027 0.907046 -1.588323 2.752795 -1.237761 -0.172943 -0.389576 -1.871560 0.6740 0.6890 0.4001 nan nan
2459889 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.384000 0.942434 -1.127073 1.944335 -1.234406 -0.041995 -1.284249 -2.774174 0.6823 0.6928 0.3945 nan nan
2459888 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.252886 0.792199 -1.387498 2.523447 -0.654345 0.600456 -1.173722 -0.515825 0.6961 0.7072 0.3903 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -1.103823 0.755793 -2.418324 1.788016 0.216424 0.003681 -0.863123 -1.741921 0.6816 0.6925 0.3987 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.409526 0.736594 -0.341983 2.040585 4.783657 1.828216 -0.616287 0.712795 0.7556 0.7458 0.3411 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.478788 2.520451 13.089679 35.114287 -1.016275 7.070816 3.494075 6.436342 0.7319 0.7282 0.3547 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 286.911736 287.575396 inf inf 4833.936494 4902.455769 14817.837842 15588.714319 nan nan nan nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.613602 3.351013 13.156858 35.544675 -0.666603 5.227305 -0.144615 -1.677501 0.6912 0.7000 0.3836 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.224910 2.548274 14.978163 40.574441 -1.332518 9.192554 -0.998587 0.752367 0.7287 0.7436 0.3307 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.535227 2.454154 11.692952 33.000752 -0.578053 3.403326 -0.695427 -2.323177 0.6841 0.6957 0.3972 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 230.600661 230.668766 inf inf 4677.092621 4675.670527 13521.347425 13513.785359 nan nan nan nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.853211 2.884156 14.687116 40.420895 -0.536559 5.634004 1.075224 -3.555217 0.6771 0.6949 0.4000 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.467867 2.137408 13.369770 38.205017 -0.720023 7.725756 -0.854409 2.378715 0.7131 0.7168 0.4036 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.424392 3.320151 6.677224 19.426531 -0.407897 10.023338 -0.410847 -2.842674 0.6952 0.6860 0.3968 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.814207 1.881792 8.707590 25.970416 -0.937232 3.496831 -0.586471 -1.725405 0.7005 0.6906 0.3964 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.075135 1.920307 12.241984 34.530982 -0.717964 10.517593 -0.668730 -2.190238 0.7048 0.6918 0.3983 nan nan
2459871 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459870 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 471.168304 471.114598 inf inf 8213.948085 8299.947470 12342.161062 12960.001810 nan nan nan nan nan
2459869 RF_maintenance 100.00% 19.60% 0.00% 0.00% - - -0.602005 5.162098 -0.455172 28.290392 99.937511 11.075726 2.822341 0.593574 0.6081 0.7168 0.4029 nan nan
2459868 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459867 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459866 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 300.809746 300.384036 inf inf 6866.187058 6321.928563 5775.960710 5843.024545 nan nan nan nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.912428 2.619270 4.197247 42.275619 0.443935 8.270922 0.210536 7.072187 0.7385 0.7138 0.3743 nan nan
2459864 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 5.662802 27.372770 2.214933 27.393948 -0.224105 13.435752 3.420316 6.143522 0.6860 0.0319 0.5291 nan nan
2459863 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.353764 13.706034 1.401062 26.282395 0.020262 21.754018 0.281653 2.171336 0.7050 0.0320 0.5414 nan nan
2459859 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 204.172464 203.532012 inf inf 3542.039125 3544.808249 6703.199117 6717.952184 nan nan nan nan nan
2459858 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 1.511553 12.445101 0.884864 10.000358 -0.188241 3.001465 0.873788 2.532462 0.7249 0.0333 0.5583 4.439486 1.220769
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.173360 5.911707 0.205804 1.591482 0.044022 1.890882 1.791668 7.819616 0.0256 0.0238 0.0008 nan nan
2459856 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.748027 18.744486 1.393919 24.606922 1.451706 12.265063 0.173585 3.691267 0.7157 0.0349 0.5483 4.202576 1.204687
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.703221 77.451846 inf inf 4362.906607 4361.769564 4164.883072 4164.445811 0.0092 0.0054 0.0078 0.000000 0.000000
2459854 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.623949 16.793431 0.599755 19.430929 -0.327764 4.306763 2.444312 4.655079 0.7164 0.0350 0.5413 4.221095 1.218147
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 272.408871 272.786077 inf inf 4393.034677 4275.498535 10570.190198 9865.150937 nan nan nan 0.000000 0.000000
2459852 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 4.183151 16.259003 0.729953 28.204823 -0.921859 19.884265 0.311694 16.437369 0.8273 0.0329 0.5899 6.204523 1.180778
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.913290 19.308401 0.008705 25.074991 -0.271731 19.868941 1.427899 17.057270 0.7436 0.0382 0.5389 4.382319 1.246417
2459849 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.982533 17.875835 0.488432 49.566001 -0.132116 12.954750 1.170371 6.522118 0.7387 0.0369 0.5381 5.249936 1.236538
2459848 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.837462 15.982097 4.219805 32.342452 0.086509 21.819631 0.500126 4.229758 0.7284 0.0381 0.5238 4.168240 1.224123
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459846 RF_maintenance 100.00% 25.64% 100.00% 0.00% 100.00% 0.00% 6.674858 28.564584 0.917835 39.798567 59.482302 60.427010 -0.219920 4.626099 0.8101 0.0303 0.6305 4.530593 1.328764
2459845 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 4.215028 20.370865 6.318411 41.766232 0.276986 16.663546 1.201566 1.993686 0.7513 0.0435 0.5546 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.014736 14.216732 3.036200 8.309683 2.794969 2.789157 0.659363 9.850346 0.0260 0.0236 0.0011 nan nan
2459843 RF_maintenance 100.00% 0.66% 100.00% 0.00% 100.00% 0.00% 4.208333 19.528209 13.971097 20.432847 9.355148 71.033119 -0.906205 1.354324 0.7489 0.0405 0.5714 6.396029 1.362557
2459842 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.294671 13.468295 -1.891158 9.963634 -1.485854 -0.654056 -0.987745 0.799605 0.7626 0.0355 0.5612 5.834201 1.213230
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 57.653948 15.232816 23.964223 5.041713 642.941269 3.173349 42.851942 4.854781 0.0278 0.0239 0.0022 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 149: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.523229 0.890422 -0.753404 1.523229 -1.312580 0.014276 -1.138699 -1.966877 1.012236

Antenna 149: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.695314 0.928890 -0.943400 1.695314 -0.972640 -0.077937 -1.042162 -2.456571 -0.819370

Antenna 149: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.746035 1.147344 -1.230187 1.746035 -1.127547 0.477332 -1.308163 -2.025430 -0.785748

Antenna 149: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.548333 0.912667 -1.064561 1.548333 -1.031466 -0.205148 -0.980048 -2.019135 0.138298

Antenna 149: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.426421 -1.316865 1.090268 -1.232787 1.426421 -1.022890 -0.031841 -0.781349 -2.725850

Antenna 149: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 2.046900 -1.296332 0.843159 -1.081965 2.046900 -0.987958 0.703362 -0.651708 -1.942371

Antenna 149: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 2.752795 0.907046 -1.156027 2.752795 -1.588323 -0.172943 -1.237761 -1.871560 -0.389576

Antenna 149: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.944335 -1.384000 0.942434 -1.127073 1.944335 -1.234406 -0.041995 -1.284249 -2.774174

Antenna 149: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 2.523447 0.792199 -1.252886 2.523447 -1.387498 0.600456 -0.654345 -0.515825 -1.173722

Antenna 149: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 1.788016 0.755793 -1.103823 1.788016 -2.418324 0.003681 0.216424 -1.741921 -0.863123

Antenna 149: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Temporal Variability 4.783657 -2.409526 0.736594 -0.341983 2.040585 4.783657 1.828216 -0.616287 0.712795

Antenna 149: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 35.114287 2.520451 -1.478788 35.114287 13.089679 7.070816 -1.016275 6.436342 3.494075

Antenna 149: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power inf 287.575396 286.911736 inf inf 4902.455769 4833.936494 15588.714319 14817.837842

Antenna 149: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 35.544675 3.351013 -1.613602 35.544675 13.156858 5.227305 -0.666603 -1.677501 -0.144615

Antenna 149: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 40.574441 2.548274 -1.224910 40.574441 14.978163 9.192554 -1.332518 0.752367 -0.998587

Antenna 149: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 33.000752 2.454154 -1.535227 33.000752 11.692952 3.403326 -0.578053 -2.323177 -0.695427

Antenna 149: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power inf 230.668766 230.600661 inf inf 4675.670527 4677.092621 13513.785359 13521.347425

Antenna 149: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 40.420895 2.884156 -0.853211 40.420895 14.687116 5.634004 -0.536559 -3.555217 1.075224

Antenna 149: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 38.205017 -1.467867 2.137408 13.369770 38.205017 -0.720023 7.725756 -0.854409 2.378715

Antenna 149: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 19.426531 -1.424392 3.320151 6.677224 19.426531 -0.407897 10.023338 -0.410847 -2.842674

Antenna 149: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 25.970416 -0.814207 1.881792 8.707590 25.970416 -0.937232 3.496831 -0.586471 -1.725405

Antenna 149: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 34.530982 1.920307 -1.075135 34.530982 12.241984 10.517593 -0.717964 -2.190238 -0.668730

Antenna 149: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Power inf 471.168304 471.114598 inf inf 8213.948085 8299.947470 12342.161062 12960.001810

Antenna 149: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Temporal Variability 99.937511 -0.602005 5.162098 -0.455172 28.290392 99.937511 11.075726 2.822341 0.593574

Antenna 149: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power inf 300.384036 300.809746 inf inf 6321.928563 6866.187058 5843.024545 5775.960710

Antenna 149: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 42.275619 -0.912428 2.619270 4.197247 42.275619 0.443935 8.270922 0.210536 7.072187

Antenna 149: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 27.393948 27.372770 5.662802 27.393948 2.214933 13.435752 -0.224105 6.143522 3.420316

Antenna 149: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 26.282395 2.353764 13.706034 1.401062 26.282395 0.020262 21.754018 0.281653 2.171336

Antenna 149: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Power inf 204.172464 203.532012 inf inf 3542.039125 3544.808249 6703.199117 6717.952184

Antenna 149: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape 12.445101 12.445101 1.511553 10.000358 0.884864 3.001465 -0.188241 2.532462 0.873788

Antenna 149: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Temporal Discontinuties 7.819616 5.911707 -0.173360 1.591482 0.205804 1.890882 0.044022 7.819616 1.791668

Antenna 149: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 24.606922 2.748027 18.744486 1.393919 24.606922 1.451706 12.265063 0.173585 3.691267

Antenna 149: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power inf 77.451846 75.703221 inf inf 4361.769564 4362.906607 4164.445811 4164.883072

Antenna 149: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 19.430929 16.793431 3.623949 19.430929 0.599755 4.306763 -0.327764 4.655079 2.444312

Antenna 149: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power inf 272.786077 272.408871 inf inf 4275.498535 4393.034677 9865.150937 10570.190198

Antenna 149: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 28.204823 4.183151 16.259003 0.729953 28.204823 -0.921859 19.884265 0.311694 16.437369

Antenna 149: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 25.074991 2.913290 19.308401 0.008705 25.074991 -0.271731 19.868941 1.427899 17.057270

Antenna 149: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 49.566001 2.982533 17.875835 0.488432 49.566001 -0.132116 12.954750 1.170371 6.522118

Antenna 149: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 32.342452 15.982097 3.837462 32.342452 4.219805 21.819631 0.086509 4.229758 0.500126

Antenna 149: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 149: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Temporal Variability 60.427010 6.674858 28.564584 0.917835 39.798567 59.482302 60.427010 -0.219920 4.626099

Antenna 149: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 41.766232 20.370865 4.215028 41.766232 6.318411 16.663546 0.276986 1.993686 1.201566

Antenna 149: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape 14.216732 6.014736 14.216732 3.036200 8.309683 2.794969 2.789157 0.659363 9.850346

Antenna 149: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Temporal Variability 71.033119 19.528209 4.208333 20.432847 13.971097 71.033119 9.355148 1.354324 -0.906205

Antenna 149: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Shape 13.468295 -0.294671 13.468295 -1.891158 9.963634 -1.485854 -0.654056 -0.987745 0.799605

Antenna 149: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance ee Temporal Variability 642.941269 57.653948 15.232816 23.964223 5.041713 642.941269 3.173349 42.851942 4.854781
In [ ]: